{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e6e1b9a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eca82980",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>区域</th>\n",
       "      <th>销售量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>华北</td>\n",
       "      <td>2354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>华南</td>\n",
       "      <td>1902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>东北</td>\n",
       "      <td>3524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>西北</td>\n",
       "      <td>2698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>西南</td>\n",
       "      <td>2896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>华东</td>\n",
       "      <td>2563</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   区域   销售量\n",
       "0  华北  2354\n",
       "1  华南  1902\n",
       "2  东北  3524\n",
       "3  西北  2698\n",
       "4  西南  2896\n",
       "5  华东  2563"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_excel('第二章 图表(前15).xlsx',sheet_name='1 渐变柱形图',usecols=\"B,C\",skiprows=1)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "80466b73",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_image(ax, direction=0.3, cmap_range=(0, 1), **kwargs):\n",
    "    phi = direction * np.pi / 2\n",
    "    v = np.array([np.cos(phi), np.sin(phi)])\n",
    "    X = np.array([[v @ [1, 0], v @ [1, 1]],\n",
    "                  [v @ [0, 0], v @ [0, 1]]])\n",
    "    a, b = cmap_range\n",
    "    X = a + (b - a) / X.max() * X\n",
    "    im = ax.imshow(X, interpolation='bicubic', clim=(0, 1),\n",
    "                   aspect='auto', **kwargs)\n",
    "    return im\n",
    "def gradient_bar(ax, x, y, width=0.5, bottom=0):\n",
    "    for left, top in zip(x, y):\n",
    "        right = left + width\n",
    "        gradient_image(ax, extent=(left, right, bottom, top),\n",
    "                       cmap=plt.cm.Blues_r, cmap_range=(0, 0.8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "97e1bc5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.set(xlim=(-0.5, 6), ylim=(0, 4000))\n",
    "plt.xlabel('区域')\n",
    "plt.ylabel('销售量')\n",
    "x = data[\"区域\"].values\n",
    "y = data[\"销售量\"]\n",
    "gradient_bar(ax,np.arange(6), y, width=0.5)\n",
    "plt.xticks(np.arange(6),x)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
